Caitlan E Ayala1, Rocío L Pérez1,2, John K Mathaga1, Aanesa Watson1,3, Tristan Evans1, Isiah M Warner1. 1. Department of Chemistry, Louisiana State University, Baton Rouge, Louisiana 70803, United States. 2. Department of Chemistry and Biochemistry, Georgia Southern University, Statesboro, Georgia 30458, United States. 3. Department of Chemistry, Fort Valley State University, Fort Valley, Georgia 31030, United States.
Abstract
In recent years, advanced materials with properties resembling biological systems, particularly artificial muscles, have received intense scrutiny. This is because the interesting conformational shape characteristics of such materials have benefited a variety of technologies, including textiles, 3D printing, and medical devices. Although a multitude of shape memory properties have been studied and developed in recent years, self-healing of these polymers after puncture or rupture has also become a major area of study. Most techniques for detection of such processes are mechanically based and require considerable hands-on monitoring. Thus, a rapid visual detection method for self-healing is highly desirable. Herein, we describe fluorescence studies for rapid detection of self-healing properties of a partially neutralized sodium ionomer poly(ethylene-co-methacrylic acid) (PEMA). In this study, two different fluorophores, parent non-ionic 4,6-dipyrenylpyrimidine and ionic 4,6-dipyrenylpyrimidinium iodide fluorophores, were evaluated as possible sensors of self-healing. Incorporation of these probes via solution blending and compatibility into a PEMA of these fluorophores were evaluated. Thermal characterizations using differential scanning calorimetry were also performed to elucidate physical characteristics of healed sites. Ratiometric fluorescence emission variations were explored within puncture-healed ionomer films and related to Young's modulus properties with good linearity, indicating potential utility of this approach for monitoring elastic modulus properties after healing has occurred. Further statistical analyses of mechanical processes using quadratic discriminant analysis resulted in development of several highly accurate predictive models for determining time since damage healing.
In recent years, advanced materials with properties resembling biological systems, particularly artificial muscles, have received intense scrutiny. This is because the interesting conformational shape characteristics of such materials have benefited a variety of technologies, including textiles, 3D printing, and medical devices. Although a multitude of shape memory properties have been studied and developed in recent years, self-healing of these polymers after puncture or rupture has also become a major area of study. Most techniques for detection of such processes are mechanically based and require considerable hands-on monitoring. Thus, a rapid visual detection method for self-healing is highly desirable. Herein, we describe fluorescence studies for rapid detection of self-healing properties of a partially neutralized sodium ionomer poly(ethylene-co-methacrylic acid) (PEMA). In this study, two different fluorophores, parent non-ionic 4,6-dipyrenylpyrimidine and ionic 4,6-dipyrenylpyrimidinium iodide fluorophores, were evaluated as possible sensors of self-healing. Incorporation of these probes via solution blending and compatibility into a PEMA of these fluorophores were evaluated. Thermal characterizations using differential scanning calorimetry were also performed to elucidate physical characteristics of healed sites. Ratiometric fluorescence emission variations were explored within puncture-healed ionomer films and related to Young's modulus properties with good linearity, indicating potential utility of this approach for monitoring elastic modulus properties after healing has occurred. Further statistical analyses of mechanical processes using quadratic discriminant analysis resulted in development of several highly accurate predictive models for determining time since damage healing.
Scientists strongly
desire to improve the lifetimes of polymeric
materials through ability of pre-defined systems to heal upon introduction
of an external stimulus, that is, self-heal. For example, among other
properties, recovery after crack or impact damage is of particular
interest in fields such as aerospace, automotive, biotechnological,
and industrial engineering.[1−4] Several research groups have explored the ability
to recover mechanical properties after damage healing of both microscopic
and macroscopic crack closures within a multitude of materials.[5−7] These damage recovery processes are known to undergo healing processes
through a close-then-heal (CTH) mechanism.[8−14] After a damage event in polymers, the damage healing mechanism occurs
through constrained shape recovery to close cracks, followed by healing
on a molecular scale. In recent years, ionic clusters as healing agents
have been found to introduce this CTH capability through water-, solvent-,
temperature-, and/or stress-induced shape recovery.[15−21]Ionomers are defined as a subclass of materials that contain
less
than or equal to a 15 mol % ionic content. The use of such an ionic
content introduces hydrophilic clusters that can alter thermal and
mechanical properties via insertion of heterogeneity within the polymer
matrix.[22−26] As a result, incorporation of ionic cluster polymers has increased
fracture resistance, toughness, tensile strength, along with self-healing
capabilities in various systems.[27−29] Variants of ionomers,
such as poly(ethylene-co-methacrylic acid) (PEMA),
have also been employed for several applications, including food and
cosmetic packaging[30,31] and solar cell technologies.[32,33] Recent studies have been published where ionomers are used as self-sensing
and self-healing agents for fabrication of self-healing composites.[10,17,20,27,34,35]To date,
optomechanistic research of large-scale damage sensing
has predominantly focused on incorporating mechanochromic compounds
for strain sensing of neutral polymeric systems.[36−38] Many studies
ranging from use of neutral mechanochromic sensors that rely on aggregation-induced
emission processes (AIE) and[38,39] dynamic covalent bond
alterations,[40−43] among others,[44,45] have been evaluated for sensing.
Weder and coworkers have reported an encapsulated solvatochromic dye
as a probe to provide optical information based on polarity changes
from surrounding polymer damage.[46] More
recently, chromophores, such as AIE luminogens and aggregation-induced
quenching fluorophores, have been co-polymerized to serve as sensors
for damage and/or self-healing detection in polymeric materials.[47,48]Herein, we explore use of fluorophores containing pyrene subunits,
a solvatochromic moiety,[49−52] in a non-ionic precursor and a group of uniform materials
based on organic salt (GUMBOS) derivative to explore (1) PEMA matrix
compatibility via solution blending and (2) the ability to correlate
damage-healing information with mechanical properties of the damaged
site using optical methods. Structures of the fluorescent probes and
ionomer matrix are shown in Figure . Similar in composition to ionic liquids, GUMBOS are
solid-state ionic material analogues that have defined melting points
ranging from 25 to 250 °C.[53] Through
strategic design of such ionic systems, these compounds create pathways
to multi-functional materials with tunable functionalities in the
solid state.[52,54−59] In this regard, we hypothesize that since CTH in ionomers is predicated
on induced shape recovery followed by localization of ionic species
within the polymer network to restore mechanical properties,[46] hydrophobic ionic fluorescent materials may
prove useful as probes for optically elucidating mechanical properties
after healing events.
Figure 1
Structures of non-ionic fluorophores 4,6-dipyrenylpyrimidine
(DPP)
and 1-methyl-4,6-dipyrenylpyrimidinium iodide [(DPP)(I)].
Structures of non-ionic fluorophores 4,6-dipyrenylpyrimidine
(DPP)
and 1-methyl-4,6-dipyrenylpyrimidinium iodide [(DPP)(I)].
Results and Discussion
Ionomer-Fluorophore Blending
PEMA
blends were fabricated
via solution blending with toluene/isopropanol solvent mixtures. As
a first iteration, a solution-processed PEMA film was processed with
toluene and isopropanol without a fluorophore, casted into an aluminum
foil mold, dried, and compressed into thin films. Visual analysis
using a short-wave UV lamp showed little to no fluorescence from this
polymer film alone (Figure ). PEMA-fluorophore composite samples prepared with non-ionic
DPP, however, demonstrated distinct incompatibilities with the polymer
matrix. Notably, uniformity is achieved by simple ionization of this
probe. Based on its uniform distribution in the ionomer, [DPP][I]
was determined to be a suitable probe system for further spectroscopic
analyses.
Figure 2
Digital photographs of the PEMA film illuminated under short-wave
UV light. Films were prepared via solution blending without a fluorophore
(left), with a non-ionic DPP precursor (center), and with [DPP][I]
(right).
Digital photographs of the PEMA film illuminated under short-wave
UV light. Films were prepared via solution blending without a fluorophore
(left), with a non-ionic DPP precursor (center), and with [DPP][I]
(right).Thermomechanical effects of fluorophore
incorporation were also
evaluated. The storage modulus increased in GUMBOS-PEMA film samples
(Figure SI-1a). Figure SI-1b is a display of tan(δ) curves of PEMA and PEMA–[DPP][I]
films, which also exhibits a slight decrease in glass transition temperature.
Analysis of Tg values from Table indicates a slight decrease
to 67.3 °C in composite films from 70.6 °C of the pure PEMA
film. This indicates a change in the ratio of elastic and viscous
properties of the polymer. To determine the effect of this change
in the moduli ratio on shape memory abilities of PEMA, comparative
two-way shape memory effect (TWSME) experiments were performed on
PEMA and PEMA–[DPP][I] films (Figure ). Table lists average glass transition temperatures (Tg), elongation upon cooling (EUC), and contraction
upon heating (CUH) of respective 2WSME experiments at two tensile
actuation stresses evaluated (1.75 and 2.75 MPa).
Table 1
Thermomechanical
Properties of Ionomer
and Composite Material
Film
Tg (°C, SD)
stress (MPa)
CUH (%)
EUC (%)
PEMA
70.6 (0.44)
1.75
0.22 (0.02)
0.36 (0.09)
2.75
0.47 (0.09)
1.67 (0.16)
PEMA–[DPP][I]
67.3 (1.24)
1.75
2.00 (0.10)
2.10 (0.46)
2.75
3.23 (0.57)
6.10 (0.52)
Figure 3
TWSME of PEMA: tensile
actuation strain with 1.75 MPa tensile stress
for (a) PEMA and (b) PEMA–PI composite and tensile actuation
strain with 2.75 MPa tensile stress for (c) PEMA and (d) PEMA–[DPP][I]
composite.
TWSME of PEMA: tensile
actuation strain with 1.75 MPa tensile stress
for (a) PEMA and (b) PEMA–PI composite and tensile actuation
strain with 2.75 MPa tensile stress for (c) PEMA and (d) PEMA–[DPP][I]
composite.Figure a,d is the
display of 2WSME experiments of the PEMA and GUMBOS-PEMA composite.
In order to program each film sample, the local temperature was set
to 65 °C. For 2WSME cycles, temperatures were fluctuated from
10 to 65 °C using 10 °C/min heating and cooling rates with
3 min isothermal intervals. These investigations revealed that incorporation
of [DPP][I] into the PEMA matrix enhanced its 2WSME, as it has larger
actuation strains than PEMA. Overall, the PEMA–[DPP][I] sample
maintained approximately 2.00% elongation and contraction upon cooling
and heating at a lower stress of 1.75 MPa, and both CUH and EUC increased
when a higher stress of 2.75 MPa was applied. A film sample without
a fluorophore, however, displayed a comparatively smaller actuation
at both low and high stress loadings under these conditions, indicating
that [DPP][I] GUMBOS increases the 2WSME at the temperature range
investigated than the parent ionomer. With the observed 2WSME, the
continued presence of the ionic clusters within the PEMA–[DPP][I]
system should provide a suitable CTH mechanism to close punctures
by themselves due to CUH.
PEMA-GUMBOS Film Properties
Optical
properties of GUMBOS-incorporated
films were also examined. Figure a depicts comparative examples for normalized UV–vis
absorbance spectra for [DPP][I] in solution along with PEMA and PEMA–[DPP][I]
films. Comparison of absorbance and emission spectra of [DPP][I] in
different solvents demonstrates potential solvatochromic effects of
this fluorophore in media of different polarities (Figure a,b). As shown in Figure a, PEMA demonstrates
a gradual increase in absorbance from 500 to 270 nm, with no distinguishable
peaks. Samples loaded with [DPP][I], however, display the peak characteristic
of the pyrenyl rings present in the fluorescent [DPP][I]-GUMBOS probe
and is similar in profile to [DPP][I] in toluene. Normalized emission
spectra of [DPP][I] in water and toluene solutions, along with spectra
of [DPP][I] incorporated into PEMA films, are also shown in Figure b. As shown, PEMA–[DPP][I]
maintains optical characteristics similar to [DPP][I] in toluene in
emission spectra with slight differences in peak intensities. In this
regard, emission spectra were measured using an excitation wavelength
of 345 nm, which is green in color and an emission wavelength in the
blue region. For these reasons, we employed UV light for digital photographs
of damaged and CTH areas and blue and green filters for fluorescence
microscopic analyses.
Figure 4
(a) UV–vis absorbance spectra of [DPP][I] in water
(black
line), [DPP][I] in toluene (red line), the PEMA film alone (blue line),
and the PEMA–[DPP][I] film (green line) and (b) fluorescence
emission (lexc = 345 nm) [DPP][I] in water (black line), [DPP][I]
in toluene (red line), and the PEMA–[DPP][I] film (green line).
(a) UV–vis absorbance spectra of [DPP][I] in water
(black
line), [DPP][I] in toluene (red line), the PEMA film alone (blue line),
and the PEMA–[DPP][I] film (green line) and (b) fluorescence
emission (lexc = 345 nm) [DPP][I] in water (black line), [DPP][I]
in toluene (red line), and the PEMA–[DPP][I] film (green line).A series of digital photographs of GUMBOS-PEMA
films using short-wavelength
UV illumination at various stages of damage are presented in Figure . Figure a shows a uniform composite
film with no damage, and Figure b is a photograph of the same composite film with a
puncture site employing the heat-damage procedure outlined in the
methods section. As shown, this puncture site has a much brighter
visual illumination around edges of the puncture site as compared
to the rest of the polymer film. This brightness is also maintained
in Figure c, when
CTH has been performed via external heating. In order to rule out
if this illumination is a result of reflection from the UV light,
fluorescence microscopy was also performed.
Figure 5
Digital photographs of
PEMA–[DPP][I] (a) without damage,
(b) with a heat-damaged puncture, and (c) healed puncture after CTH.
Digital photographs of
PEMA–[DPP][I] (a) without damage,
(b) with a heat-damaged puncture, and (c) healed puncture after CTH.A puncture site of the PEMA film without the GUMBOS
probe in Figure a
shows little to
no illumination using a green filter with only slight reflection of
green and blue light filters in the brightfield overlay of Figure b. When using a punctured
PEMA–[DPP][I] film, however, this site is substantially clarified
(Figure c). Overlaid
images of blue, green, and bright field filters (Figure b,d) display clear distinctions
between edges of the damaged site in PEMA and PEMA–[DPP][I]
composites. Although some reflection is observed around the puncture
site, Figure b,d illustrates
that the fluorophore composite maintains an enhanced distinction of
green and blue contrast with the brightfield overlay. Heat-punctured
areas display deeper green hues that slightly fade to blue and further
to light blue-white, where damage did not occur, which could indicate
a potential visual use of this fluorophore to detect damage.
Figure 6
Fluorescence
microscope images of puncture sites of PEMA without
a fluorophore (a) green filter and (b) blue, green, and bright field
image overlays compared to the composite film with (c) green filter
only and (d) with overlaid images of blue, green, and bright field
filters.
Fluorescence
microscope images of puncture sites of PEMA without
a fluorophore (a) green filter and (b) blue, green, and bright field
image overlays compared to the composite film with (c) green filter
only and (d) with overlaid images of blue, green, and bright field
filters.Fluorescence microscopy was also
employed to observe if visual
monitoring of healing of CTH sites may be achieved. Figure a is a representative digital
microscope image of a PEMA–[DPP][I] composite film. It is apparent
that the puncture site has fully closed, and further fluorescence
microscopic images were taken (Figure b,c). Figure b shows a sample of this healed composite under a green filter,
with substantial illumination around the edges in the healing site. Figure c was taken as an
overlay of blue and green filters to determine if any variations around
this site could be achieved. It was apparent that this overlay did
not show distinctions with blue and green filters. Although this specific
strategy may not provide sufficient support for a scientific visual
detection method at this stage of study, future work will be employed
to investigate other optically active, ionic probes for a visual mode
of healing progress and damage detection.
Figure 7
Micrographs of the healed
puncture site using (a) optical microscope
and fluorescence microscope images of puncture sites, (b) green filter,
and (c) green and blue filter overlay.
Micrographs of the healed
puncture site using (a) optical microscope
and fluorescence microscope images of puncture sites, (b) green filter,
and (c) green and blue filter overlay.
Puncture Healing: Composite CTH and Ionic Interaction
Experiments
to promote CTH were performed in a manner that facilitated
healing through external heating events on both sides of the polymer
thin films. Visible puncture site closure was achieved via shape recovery
during these healing events. It has been shown that ionomers undergo
an autonomous self-healing process in damage recovery.[27,60] During this process, a reassembly of the ionic clusters within the
ionomer may orient to not only close a damaged site but heal the site
as well. We propose that emission variances observed could be a result
of the various changes in local ionic components within the healing
site. To further support our hypothesis that the local ionic component
changes over time, we also performed differential scanning calorimetric
studies to observe and compare the effect to undamaged composite film
samples.Differential scanning calorimetry (DSC) was employed
to further investigate molecular phase interactions among crystalline
and amorphous segments after healing of the ionomer films.[29,61] Control samples, such as an undamaged PEMA–[DPP][I] film
and a film that was exposed to 5 MPa tensile stress using DMA elongation,
were also analyzed. Figure SI-2 are representative
endotherms for all samples. Thermal properties of each measurement
are summarized in Table mentioned below.
Table 2
Thermal Properties Determined by DSC
Analysis of PEMA and Composite Films
Damage
PEMA
PEMA–[DPP][I]
polyethylene (PE, Tm, °C)
90.22 (0.05)
91.95 (0.63)
crystallinity (Xc, %)
11.25 (0.41)
9.66 (2.00)
methacrylic acid (MA, Tm, °C)
44.95 (2.92)
51.47 (2.16)
recrystallization (PE, Tc, °C)
55.35 (0.61)
56.93 (1.22)
As determined from PEMA films with no damage, characteristic melting
peaks for segments associated with polyethylene (PE) units were observed
at 90.22 °C.[28,29] With PEMA only, the order to
disorder transition peak associated with the methacryclic acid (MA)
units was recorded at 44.95 °C, and the recrystallization peak
was observed at 55.35 °C. For PEMA–[DPP][I], melting and
recrystallization peaks associated with PE remain at the same temperatures
in undamaged samples. However, the endotherm peak associated with
secondary crystallites, or methacrylic acid units (MA),[24] increased to 51.47 °C, which may be the
result of crystallite annealing within the composite.[62,63]Distinguishable transitions from order to disorder MA and
PE segments
were observed upon analysis of CTH samples, and results are recorded
in Table . Samples
analyzed 1 day after CTH were determined to have slightly lower recrystallization
temperatures, and Tm associated with MA
decreased to 42.29 °C. Notably, an appearance of a third endotherm
peak was observed at 67.38 °C in these samples. In endotherms
corresponding to CTH samples analyzed 11 days after healing, melting
points of MA units also decreased to 45.35 °C with a marked decrease
in intensity. Additionally, these samples did not display a distinguishable
third endotherm peak, and peaks associated with PE segments displayed
significantly decreased melting temperatures to 85.35 °C with
a shoulder at approximately 91.1 °C and increased crystallinity.
Table 3
Thermal Properties of CTH Composite
Films Determined by DSC Analysis
damage
1 daya
11 daysb
5 MPa stressc
PE (Tm, °C)
91.1 (0.08)
85.35 (0.49)
91.05
(0.76)
PE (Xc, %)
8.00 (2.00)
12.10 (1.00)
12.14 (4.58)
MA (Tm, °C)
42.29 (3.18)
45.35
(3.29)
48.36 (1.24)
PE (Tc, °C)
58.87 (0.85)
56.30 (0.23)
57.94 (2.20)
Third endotherm observed at 67.38
°C (±0.76).
Peak
shoulder observed at 91.1 °C
(±0.00).
Broad endotherm
observed at 65.46
°C (±5.00).
Third endotherm observed at 67.38
°C (±0.76).Peak
shoulder observed at 91.1 °C
(±0.00).Broad endotherm
observed at 65.46
°C (±5.00).We
hypothesize that appearance of the third endotherm peak in CTH
samples analyzed 1 day after healing and decreased PE melting temperature
in 11 days post-healing samples indicate annealing of ionic units
at the puncture site and co-relaxation of the ionic content during
melting and recrystallization with PE at CTH sites at different time
points.[24,28,29,63,64] To further investigate
this hypothesis for increase in localized ionic units independent
of damage and time, we performed additional DSC analysis with polymer
composite sample segments that were exposed to 5 MPa tensile stress.[65] In this regard, a decrease in temperature associated
with MA segments was also observed along with an increase in percent
crystallinity. Additionally, the fluorescence emission values for
both CTH samples were recorded before performing DSC studies. These
ratios are presented in Figure SI-3 along
with other recorded emission values for further CTH studies in the
following sections.
Evaluating Mechanical Properties after CTH
with GUMBOS Probe
In this study, mechanical properties, such
as Young’s modulus
(YM) and stress response values measured at 10% strain, were evaluated,
and averages of these values are shown in Table . In general, an increasing trend in YM was
observed over time and 16 days after CTH samples were determined to
have similar values relative to samples that were not damaged.
Table 4
Mechanical Responses of PEMA–[DPP][I]
Films after CTH
post-CTH
YM (MPa, SD)
stress at 10% strain (MPa,
SD)
5 min
141 (18)
7.7 (0.9)
1 h
153 (27)
10 (2)
1 day
194 (48)
9.5 (0.5)
3 days
186 (21)
10.1 (0.6)
8 days
204 (61)
8.9 (0.6)
16 days
244 (70)
12 (1)
no damage
241
(91)
12 (2)
Because visual analysis was inconclusive with providing
sufficient
information regarding time since damage healing, fluorescence measurements
were recorded. As shown in Figure a, the emission peaks of the fluorescence spectra changed
over time, for example, 5 min after CTH demonstrated a higher relative
intensity of peaks 385 and 409. In contrast, samples analyzed after
16 days CTH demonstrated an emission profile similar to that of an
undamaged composite sample. As a result, two methods were employed
to investigate if a correlation could be made between emission intensity
ratios and mechanical properties from the stress–strain profiles
obtained at each time point (Figure b). In the first method of emission ratio analysis,
an attempt was made to directly relate emission ratios with a mechanical
property, such as YM. The results of this comparison are shown in Figure .
Figure 8
Emission intensity peaks
(I1 and I2) are defined as the intensity of the first
peak, over the intensity of the second peak.
Figure 9
Sensor
responses vs YM with undamaged data points (a) I385/I409 and (b) I385/I450 and without undamaged
data points (c) I409/I450 and (d) I409/I427.
Emission intensity peaks
(I1 and I2) are defined as the intensity of the first
peak, over the intensity of the second peak.Sensor
responses vs YM with undamaged data points (a) I385/I409 and (b) I385/I450 and without undamaged
data points (c) I409/I450 and (d) I409/I427.In order to investigate
if relative emission ratios were correlated
to time since CTH or other mechanical properties, fluorescence emission
spectra of PEMA–[DPP][I] composites were obtained immediately
before tensile testing at various times after CTH.Different ratios considering
different emission peaks of [DPP][I]
GUMBOS have been evaluated in this study. From all the ratios, some
such as I385/I450 showed a linear relationship between the sensor responses and YM
of the PEMA before and after damage occurred (Figure ). Sensor responses were then calculated
by dividing normalized peak values at 385, 409, 427, and 450 nm of
UV light as described in eq mentioned above. Each sensor response was plotted against
mechanical information to determine if there was a direct relationship
between the optical sensor response and mechanical property. Figure SI-3 shows graphical representation of
sensor responses explored.Upon examination of all sensor responses
with YM values, the emergence
of two linear trends was observed when employing all sample information,
including undamaged samples, and when employing YM values as observed
in Figure a,b. In Figure a, larger standard
deviations in responses are observed below 190 MPa. These results
indicate that this GUMBOS probe could be used to provide YM information
above this value in film samples when I385/I450 values are employed for analysis.
When I409/I450 responses from only damaged film samples were compared to YM, another
linear trend was observed (Figure c). Interestingly, I409/I427 responses demonstrated low linearity
at YM values below 200 MPa but were determined to have a linear relationship
with YM values greater than this. The linearity ranges within YM values
of these sensor responses could indicate an optical relationship between
recovered mechanical properties of a damage-healed fluorophore-doped
ionomer. Attempted correlations to stress recorded at 10% strain values
resulted in poor linear trendlines, as larger variations in these
values were observed among the CTH time points studied (Table ). Thus, discriminant analysis
was employed as the second method of emission ratio analysis as a
result of relatively large standard deviation sensor responses and
low linear correlation for these values.Quadratic discriminant
analysis (QDA) with cross-validation was
employed using sensor responses as input variables to construct predictive
models.[56,57,66−68] This statistical method uses input variables to reduce dimensionality
of datasets and for discrimination between designated categories of
these variables. In this regard, all sensor responses for 38 samples
were employed using QDA as shown in Figure a. In this model, significant overlap of
ellipses that represent 95% confidence levels was observed. However,
90% accuracy was obtained among these samples, where data points after
CTH occurred were misclassified as follows: one sample of 16 days
was misclassified as 8 days, one sample of 3 days was misclassified
as 8 days, and one sample of 5 min was misclassified as 1 h. Although
the accuracy of this model was relatively high, poor visibility of
the accuracy could be a result of three-dimensional (3D) effects not
easily observed in a two-dimensional (2D) model. For this reason,
a 3D plot of this QDA model is shown in Figure b. Although there is a more distinguishable
separation of datasets in 3D, overlap of these categories remains
significant.
Figure 10
QDA plots employing (a) all sensor responses and (b) corresponding
three-dimensional plot (35 measurements), (c) employing all sensor
responses and stress values recorded at 10% strain and (d) corresponding
three-dimensional plot (35 measurements), and (e) employing all sensor
responses and stress recorded at 10% strain without undamaged film
responses and (f) corresponding three-dimensional plot (30 measurements).
Ellipses represent a 95% confidence level for all 2D plots.
QDA plots employing (a) all sensor responses and (b) corresponding
three-dimensional plot (35 measurements), (c) employing all sensor
responses and stress values recorded at 10% strain and (d) corresponding
three-dimensional plot (35 measurements), and (e) employing all sensor
responses and stress recorded at 10% strain without undamaged film
responses and (f) corresponding three-dimensional plot (30 measurements).
Ellipses represent a 95% confidence level for all 2D plots.Notably, when YM values were employed as the associated
mechanical
property input variable, poor QDA discrimination was achieved. As
a result of this overlap, stress values recorded at 10% strain were
employed as a mechanical property to assist in QDA model construction
(Figure c). The
strategy of employing stress values recorded at 10% strain along with
sensor responses as input variables resulted in 94.29% accuracy among
the 35 samples. In this case, only two data points were misclassified,
both of which were among 3 days after the CTH dataset, where one point
was classified as an undamaged sample, and one point was misclassified
as 16 days after the CTH sample. Visually, this model displays ellipses
that are more concise and indicates a better relative degree of 2D
separation among categorized samples versus the previous model with
larger category separation displayed in a 3D plot (Figure d).Finally, a third
model was constructed to determine if predictive
model construction could be viable among only samples that have been
damaged with sensor responses and stress values recorded at 10% strain
as input variables for QDA with cross-validation (Figure e). In this regard, ellipses
that represent 95% confidence levels display an even greater relative
degree of separation. As a result of this analysis, 96.67% accuracy
was achieved among 30 samples, where one 3 days sample after the CTH
data point was misclassified under the 16 days category. In this model
of statistical analysis, improved separation between categorized samples
is more apparent in both 2D and 3D (Figure e,f) formats. As a result, this GUMBOS probe
displays properties of a potential probe to monitor recovered properties
of damaged-then-healed ionomer composites of PEMA, which could translate
to quality monitoring of desired applications.
Conclusions
In conclusion, this work provides a study of the blending effects
of non-ionic and ionic fluorophores in sodium-neutralized poly(ethylene-co-methacrylic) acid. By simple transformation to ionic
[DPP][I] GUMBOS, this fluorescent probe was determined to achieve
uniformity and compatibility with this polymer matrix. Based on this
uniformity, thermal and optical characterization studies were performed,
along with confirmation that 2WSME capabilities were maintained. Puncture-healing
studies were also performed and analyzed through DSC studies for investigation
of properties after CTH phenomena of these fluorophore-loaded films.
Emission analysis of these closed-then-healed films at various time
points post-healing resulted in observed ratiometric trends of several
intensity ratios with YM in good linear relationships. Three highly
accurate models constructed by QDA with cross-validation were also
explored and discussed. Finally, while results obtained are very encouraging,
we note that the dye combination chosen here was the only one explored.
Other dye combinations may prove even more fruitful for detection
and monitoring of wound healing. Thus, further development of GUMBOS
may be even more useful for comprehensive monitoring of damage healing
of ionomers and potential development of better predictive sensors.
Materials and Methods
Unless
otherwise noted, all chemicals and solvents were obtained
from commercial sources and used as received. Dimethylformamide (DMF),
methanol (MeOH), dichloromethane (DCM), toluene, and isopropanol (PrOH) were purchased from VWR International.
Iodomethane (MeI, 99.9% purity) was purchased from Sigma-Aldrich (St.
Louis, MO). PEMA pellets (Surlyn 8940) were purchased from Dupont.
Quartz glass slides, manufactured by Chemglass, were purchased from
VWR (Batavia, IL).
Ionomer Blending and Thermomechanical Experiments
Composites
were fabricated using a solution-blending procedure. PEMA was heated
between 100 and 110 °C in a 3:1 solution of toluene and isopropanol
(3 g in 40 mL) until the ionomer was visibly dissolved. A small aliquot
of fluorophore solution (600 μL, 1 M) was added and stirred
while heating for 1 h at approximately 100 °C. Composites were
then poured into aluminum foil molds, and the solvent was allowed
to evaporate at room temperature for 48 h in ventilated hoods. All
composites were hot-pressed at approximately 150 °C to form thin
films. DSC experiments were performed in duplicate using 3–5
mg samples with a DSC Q100 (TA Instruments, New Castle, NJ) using
heating and cooling rates of 10.00 °C/min from −40 to
150 °C. Percent crystallinity (Xc) of PE segments was calculated using eq mentioned belowwhere ΔHPE is the area under the designated PE peak
calculated using TA Universal
Analysis software, version 4.5A, and ΔH100 is a constant value for 100% PE crystallinity of 293 J/g.[69,70]A DMA Q800 (TA Instruments, New Castle, NJ) was employed for
dynamic mechanical analysis measurements, such as the tan delta [tan(δ)],
2WSME, and stress–strain curves. Heating and cooling rates
were maintained at 10.00 °C per minute, with 1 Hz, and a preload
force of 0.001 N for tan(δ) and 2WSME experiments. Five replicates
of stress–strain curves were performed at room temperature
at allotted times after CTH using a strain rate of 10.00% per minute.Composite films received punctures with dimensions of 10.00 ×
4.75 × 0.25 mm3. To achieve this, a 20-gauge needle
(BD Scientific) was placed in an oven set to 130 °C for 5 min.[29,30,64,65] Needles were used to completely puncture thin films, and CTH was
initiated via external heat exposure at 50 °C to promote puncture
site closure.[22,24] Both sides of the films were
heated for 2.5 min to produce a total healing time of 5 min. Samples
were covered in aluminum foil and stored at ambient temperature until
fluorescence measurements and tensile testing were performed at designated
times.
Optical Measurements
Absorbance measurements of films
were obtained using a UV-3101PC spectrophotometer (Shimadzu, Columbia,
MD). Fluorescence emission spectra were obtained using a HORIBA Spex
Fluorolog-3-spectrofluorometer (model FL3-22TAU3; Jobin Yvon, Edison,
NJ). All optical measurements were performed with a slit width of
5 nm. Films were mounted onto quartz glass slides for spectrophotometric
measurements. Fluorescence microscopy images were obtained using a
Leica DM6B upright microscope equipped with a Hamamatsu sCMOS camera,
Leica DFC450 color CCD, and Spectra X LED light engine and employing
green, blue, and bright field filters.
Authors: Qi Dong; Fangzhou Liu; Man Kwong Wong; Ho Won Tam; Aleksandra B Djurišić; Annie Ng; Charles Surya; Wai Kin Chan; Alan Man Ching Ng Journal: ChemSusChem Date: 2016-08-09 Impact factor: 8.928
Authors: Muhammet Erkan Köse; Ahmed Omar; Christopher A Virgin; Bruce F Carroll; Kirk S Schanze Journal: Langmuir Date: 2005-09-27 Impact factor: 3.882
Authors: Stephanie R Vaughan; Nicholas C Speller; Pratap Chhotaray; Kevin S McCarter; Noureen Siraj; Rocío L Pérez; Yue Li; Isiah M Warner Journal: Talanta Date: 2018-06-07 Impact factor: 6.057